{"id":"W4409736408","doi":"10.2196/64877","title":"Evaluation of a Virtual Home Health Heart Failure Program: Mixed Methods Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004107252,0.0001501452,0.0005953117,0.0002272417,0.00006048197,0.00001512329,0.00005275299,0.00005489169,0.00004169483],"category_scores_gemma":[0.00008269377,0.0001220617,0.0002056599,0.0004764835,0.00003175751,0.00004546636,0.00006547134,0.0001126618,0.00001620709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609636,"about_ca_system_score_gemma":0.000456578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008196109,"about_ca_topic_score_gemma":0.00006020126,"domain_scores_codex":[0.9973556,0.001030072,0.0003357014,0.0002948621,0.0007529708,0.0002307691],"domain_scores_gemma":[0.9990218,0.00005218164,0.00006277965,0.0004707188,0.0002980948,0.00009438033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001135015,0.002313869,0.02107923,0.0001907331,0.001801458,0.000006641535,0.001374937,0.00002078299,0.0003149798,0.0003120624,0.1341043,0.8383675],"study_design_scores_gemma":[0.01101128,0.006103712,0.51408,0.0002572513,0.002583796,0.000008960263,0.008270868,0.0005469059,0.0005737068,0.0001568659,0.4561778,0.0002287694],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368966,0.00143999,0.003404646,0.02825033,0.0009779469,0.02380788,0.000009416213,0.0004473734,0.004765778],"genre_scores_gemma":[0.9752424,0.000005041235,0.02204241,0.0002235532,0.0000713984,0.001537392,0.00002392751,0.00001372657,0.0008401813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8381388,"threshold_uncertainty_score":0.4977531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04466927387402704,"score_gpt":0.454385215738888,"score_spread":0.409715941864861,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}